Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "165"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 165 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 45 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 43 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 165, Node N14:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459860 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459859 digital_ok 100.00% 0.00% 0.00% 0.00% - - 15.079735 -0.095073 6.618676 -1.510138 0.273007 0.492186 -0.615622 -0.638097 0.4422 0.7015 0.4153 nan nan
2459858 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -0.249027 -0.021924 -2.075688 0.339645 2.698153 0.242287 0.191738 -0.025640 0.7384 0.6919 0.4150 1.460742 1.373532
2459857 digital_ok 0.00% 100.00% 100.00% 0.00% - - 2.594884 -0.196857 -1.103388 -0.550702 1.356685 -0.780828 -1.032310 1.027250 0.0275 0.0255 0.0012 nan nan
2459856 digital_ok 0.00% 0.00% 0.00% 0.00% 3.43% 0.57% -0.263539 -0.422176 3.186943 -0.959518 1.349261 -0.812459 -0.060012 -0.522766 0.7307 0.7101 0.3959 1.852830 1.608848
2459855 digital_ok 0.00% 0.00% 0.00% 0.00% 4.58% 0.00% -0.421491 1.230630 3.692049 0.066464 1.762786 -0.600176 0.328142 -0.141802 0.7217 0.7327 0.4298 1.602051 1.503500
2459854 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.664130 0.526618 3.786612 -0.793858 1.385490 -0.713829 1.617071 0.423778 0.7381 0.7497 0.4394 3.333957 2.978251
2459853 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.305579 0.358700 5.411677 -0.790454 1.802816 -0.948021 1.267482 -0.142786 0.7593 0.7050 0.4219 3.953636 3.505537
2459852 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.911393 0.758814 6.379034 -0.540733 1.985897 -0.930017 5.011343 0.011770 0.8419 0.8402 0.2374 5.084888 5.414291
2459851 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.597742 1.600200 6.483443 -0.681804 3.370845 3.998068 2.805357 0.495442 0.7774 0.7495 0.3342 3.930244 3.378422
2459850 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.336687 0.186238 5.076329 -0.813694 1.718820 -0.041617 2.514356 0.807264 0.7621 0.7669 0.3475 3.444393 3.059679
2459849 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.896013 0.305608 10.182930 0.064151 2.350555 -1.018720 1.862163 0.406670 0.7608 0.7582 0.3529 4.314131 3.636838
2459848 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.073520 0.860722 8.155811 0.307189 1.959595 -0.742795 0.018659 -0.578637 0.7428 0.7571 0.3747 3.277256 2.919987
2459847 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.182989 1.340405 8.379391 0.364054 0.748967 -0.980868 1.381308 -0.497200 0.7441 0.6921 0.4299 3.712826 3.185896
2459846 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.743532 1.307854 7.021879 0.104087 0.015278 -0.475193 -0.289422 -0.399885 0.8389 0.6776 0.4888 3.983954 3.898741
2459845 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.127285 0.783895 9.959909 -0.080182 2.735736 -0.644022 3.213462 -0.433139 0.7470 0.7473 0.3792 6.155086 5.663294
2459844 digital_ok 100.00% 100.00% 100.00% 0.00% - - 7.955316 3.790918 6.739246 0.649286 0.970567 0.576838 -0.541204 1.034746 0.0272 0.0250 0.0013 nan nan
2459843 digital_ok 100.00% 1.20% 0.66% 0.00% 100.00% 0.00% -1.175942 0.829038 3.705747 -0.634554 1.315104 -0.757543 5.556044 0.000101 0.7544 0.7509 0.3957 5.269661 4.547470
2459842 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -0.313942 -0.012138 -1.931803 0.130415 0.092678 0.379742 0.771042 0.348973 0.7717 0.7023 0.2426 2.134697 2.266618
2459841 digital_ok 100.00% 100.00% 100.00% 0.00% - - 8.880665 0.438830 3.434688 0.580424 4.982444 -0.618156 0.288600 1.671523 0.0279 0.0250 0.0018 nan nan
2459840 digital_ok 100.00% 100.00% 100.00% 0.00% - - 717.238260 420.158059 inf 239.264163 41275.226229 4628.365491 28341.950700 12595.491559 nan 0.0145 nan nan nan
2459839 digital_ok 0.00% - - - - - -0.662853 0.309408 2.339035 2.334386 0.142874 0.091743 -1.861944 1.238527 nan nan nan nan nan
2459838 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.812647 -0.035642 5.367737 -0.883446 3.813624 -0.209939 0.308588 -0.303159 0.7649 0.7248 0.3990 5.975678 5.145857
2459836 digital_ok - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0332 0.0372 0.0010 nan nan
2459835 digital_ok 0.00% 100.00% 100.00% 0.00% - - 1.139173 -1.103415 1.909787 -0.171654 -0.191177 -0.247191 -1.516650 0.089924 0.0336 0.0418 0.0005 nan nan
2459833 digital_ok 0.00% 100.00% 100.00% 0.00% - - 3.654669 -0.399598 1.172890 -1.149395 0.812523 -0.421800 -1.292544 1.000280 0.0293 0.0275 0.0012 nan nan
2459832 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.034609 2.167148 5.249283 -1.005023 0.528250 -1.067042 0.836580 -0.392201 0.8145 0.5553 0.5748 3.511701 3.470779
2459831 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.779056 0.289010 2.831536 2.671721 0.453445 -0.301873 -1.153249 0.545218 0.0289 0.0280 0.0016 nan nan
2459830 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459829 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.004122 1.050590 5.506038 -0.875040 1.376307 -0.656178 3.665435 4.753793 0.7635 0.6826 0.4155 11.607440 13.630972
2459828 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459827 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.426076 0.865748 7.762938 -0.776678 0.789025 -0.957344 2.265240 0.045280 0.7769 0.6992 0.4102 0.000000 0.000000
2459826 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.199518 1.967452 7.418819 -0.652339 3.503238 -0.662102 -0.070589 0.081214 0.8102 0.6094 0.4977 26.451370 36.070623
2459825 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.493219 1.738053 5.437149 -0.757442 5.975951 4.032588 3.011392 2.324062 0.8102 0.6160 0.5031 6.103234 5.387951
2459824 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.043961 0.613807 6.429786 -0.927844 2.440200 1.632129 3.429190 3.090661 0.7463 0.7546 0.3641 3.390329 4.722295
2459823 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.406650 1.521926 7.032059 -0.680219 6.567471 -0.648024 -0.547075 0.042533 0.7766 0.6662 0.4557 58.284873 46.307863
2459822 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.975745 1.671056 6.566717 -0.799720 2.870501 -1.243203 0.720350 -0.170941 0.8137 0.6412 0.4906 5.222906 6.436415
2459821 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.593724 2.130562 6.371624 -0.777804 2.907242 -0.598675 0.386952 0.709911 0.7984 0.6379 0.4991 4.710708 5.206753
2459820 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.265310 2.057986 6.597349 -0.741239 3.601691 -0.781717 3.327791 3.800643 0.7888 0.6985 0.4099 5.746457 6.838013
2459817 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.447786 1.199699 5.057204 -0.865945 4.891086 -1.204133 1.845190 1.056955 0.8070 0.6693 0.4978 4.230365 5.333057
2459816 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.755249 1.629402 7.871287 -0.998600 7.386317 -0.634456 -1.042028 -0.484486 0.8474 0.6172 0.5731 4.583295 4.574417
2459815 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.608348 1.809280 6.511281 -0.908342 7.356672 -1.722675 1.208993 0.147044 0.7946 0.6681 0.5094 4.716936 6.134356
2459814 digital_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.974551 3.172676 4.563234 -0.751986 6.459933 -1.385750 4.838980 3.151490 0.7975 0.7086 0.3961 15.092091 20.402055

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 165: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
165 N14 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 165: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
165 N14 digital_ok ee Shape 15.079735 15.079735 -0.095073 6.618676 -1.510138 0.273007 0.492186 -0.615622 -0.638097

Antenna 165: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
165 N14 digital_ok ee Temporal Variability 2.698153 -0.021924 -0.249027 0.339645 -2.075688 0.242287 2.698153 -0.025640 0.191738

Antenna 165: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
165 N14 digital_ok ee Shape 2.594884 -0.196857 2.594884 -0.550702 -1.103388 -0.780828 1.356685 1.027250 -1.032310

Antenna 165: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
165 N14 digital_ok ee Power 3.186943 -0.263539 -0.422176 3.186943 -0.959518 1.349261 -0.812459 -0.060012 -0.522766

Antenna 165: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
165 N14 digital_ok ee Power 3.692049 1.230630 -0.421491 0.066464 3.692049 -0.600176 1.762786 -0.141802 0.328142

Antenna 165: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
165 N14 digital_ok ee Power 3.786612 0.526618 -0.664130 -0.793858 3.786612 -0.713829 1.385490 0.423778 1.617071

Antenna 165: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
165 N14 digital_ok ee Power 5.411677 0.358700 -0.305579 -0.790454 5.411677 -0.948021 1.802816 -0.142786 1.267482

Antenna 165: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
165 N14 digital_ok ee Power 6.379034 -1.911393 0.758814 6.379034 -0.540733 1.985897 -0.930017 5.011343 0.011770

Antenna 165: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
165 N14 digital_ok ee Power 6.483443 0.597742 1.600200 6.483443 -0.681804 3.370845 3.998068 2.805357 0.495442

Antenna 165: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
165 N14 digital_ok ee Power 5.076329 -0.336687 0.186238 5.076329 -0.813694 1.718820 -0.041617 2.514356 0.807264

Antenna 165: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
165 N14 digital_ok ee Power 10.182930 -0.896013 0.305608 10.182930 0.064151 2.350555 -1.018720 1.862163 0.406670

Antenna 165: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
165 N14 digital_ok ee Power 8.155811 0.860722 -0.073520 0.307189 8.155811 -0.742795 1.959595 -0.578637 0.018659

Antenna 165: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
165 N14 digital_ok ee Power 8.379391 1.340405 -0.182989 0.364054 8.379391 -0.980868 0.748967 -0.497200 1.381308

Antenna 165: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
165 N14 digital_ok ee Power 7.021879 0.743532 1.307854 7.021879 0.104087 0.015278 -0.475193 -0.289422 -0.399885

Antenna 165: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
165 N14 digital_ok ee Power 9.959909 0.783895 0.127285 -0.080182 9.959909 -0.644022 2.735736 -0.433139 3.213462

Antenna 165: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
165 N14 digital_ok ee Shape 7.955316 7.955316 3.790918 6.739246 0.649286 0.970567 0.576838 -0.541204 1.034746

Antenna 165: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
165 N14 digital_ok ee Temporal Discontinuties 5.556044 0.829038 -1.175942 -0.634554 3.705747 -0.757543 1.315104 0.000101 5.556044

Antenna 165: 2459842

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
165 N14 digital_ok ee Temporal Discontinuties 0.771042 -0.313942 -0.012138 -1.931803 0.130415 0.092678 0.379742 0.771042 0.348973

Antenna 165: 2459841

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
165 N14 digital_ok ee Shape 8.880665 8.880665 0.438830 3.434688 0.580424 4.982444 -0.618156 0.288600 1.671523

Antenna 165: 2459840

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
165 N14 digital_ok ee Power inf 717.238260 420.158059 inf 239.264163 41275.226229 4628.365491 28341.950700 12595.491559

Antenna 165: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
165 N14 digital_ok ee Power 2.339035 0.309408 -0.662853 2.334386 2.339035 0.091743 0.142874 1.238527 -1.861944

Antenna 165: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
165 N14 digital_ok ee Power 5.367737 -0.035642 -0.812647 -0.883446 5.367737 -0.209939 3.813624 -0.303159 0.308588

Antenna 165: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
165 N14 digital_ok ee Power 1.909787 -1.103415 1.139173 -0.171654 1.909787 -0.247191 -0.191177 0.089924 -1.516650

Antenna 165: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
165 N14 digital_ok ee Shape 3.654669 -0.399598 3.654669 -1.149395 1.172890 -0.421800 0.812523 1.000280 -1.292544

Antenna 165: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
165 N14 digital_ok ee Power 5.249283 0.034609 2.167148 5.249283 -1.005023 0.528250 -1.067042 0.836580 -0.392201

Antenna 165: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
165 N14 digital_ok ee Power 2.831536 -0.779056 0.289010 2.831536 2.671721 0.453445 -0.301873 -1.153249 0.545218

Antenna 165: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
165 N14 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 165: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
165 N14 digital_ok ee Power 5.506038 1.050590 -1.004122 -0.875040 5.506038 -0.656178 1.376307 4.753793 3.665435

Antenna 165: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
165 N14 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 165: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
165 N14 digital_ok ee Power 7.762938 -0.426076 0.865748 7.762938 -0.776678 0.789025 -0.957344 2.265240 0.045280

Antenna 165: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
165 N14 digital_ok ee Power 7.418819 1.967452 0.199518 -0.652339 7.418819 -0.662102 3.503238 0.081214 -0.070589

Antenna 165: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
165 N14 digital_ok ee Temporal Variability 5.975951 1.738053 0.493219 -0.757442 5.437149 4.032588 5.975951 2.324062 3.011392

Antenna 165: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
165 N14 digital_ok ee Power 6.429786 -0.043961 0.613807 6.429786 -0.927844 2.440200 1.632129 3.429190 3.090661

Antenna 165: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
165 N14 digital_ok ee Power 7.032059 1.521926 2.406650 -0.680219 7.032059 -0.648024 6.567471 0.042533 -0.547075

Antenna 165: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
165 N14 digital_ok ee Power 6.566717 0.975745 1.671056 6.566717 -0.799720 2.870501 -1.243203 0.720350 -0.170941

Antenna 165: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
165 N14 digital_ok ee Power 6.371624 2.130562 1.593724 -0.777804 6.371624 -0.598675 2.907242 0.709911 0.386952

Antenna 165: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
165 N14 digital_ok ee Power 6.597349 0.265310 2.057986 6.597349 -0.741239 3.601691 -0.781717 3.327791 3.800643

Antenna 165: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
165 N14 digital_ok ee Power 5.057204 2.447786 1.199699 5.057204 -0.865945 4.891086 -1.204133 1.845190 1.056955

Antenna 165: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
165 N14 digital_ok ee Power 7.871287 1.629402 1.755249 -0.998600 7.871287 -0.634456 7.386317 -0.484486 -1.042028

Antenna 165: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
165 N14 digital_ok ee Temporal Variability 7.356672 1.809280 2.608348 -0.908342 6.511281 -1.722675 7.356672 0.147044 1.208993

Antenna 165: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
165 N14 digital_ok nn Shape nan nan nan nan nan nan nan nan nan

Antenna 165: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
165 N14 digital_ok ee Temporal Variability 6.459933 3.172676 1.974551 -0.751986 4.563234 -1.385750 6.459933 3.151490 4.838980
In [ ]: